LLM memory usage = model weights + optimizer/kv-cache + activations for max tokens.
With your 8B model (~16–18 GB for FP16), asking for 10,500 tokens will likely exceed 19.5 GB, especially with --gpu-memory-utilization=0.99.
Calculation example:
Option<T>
Represents “something or nothing”. Optional function arguments, nullable values.
fn maybe_double(x: Option<i32>) -> Option<i32> {
x.map(|v| v * 2)
}
assert_eq!(maybe_double(Some(3)), Some(6));
assert_eq!(maybe_double(None), None);
Why?
Rust is built around a handful of core rules that make it safe, fast, and concurrency‑friendly.
Mastering these 7 principles is enough to write idiomatic, error‑free Rust and to understand why the compiler sometimes complains.
| # | Principle | What it means (in plain English) |
|---|---|---|
| 1 | Ownership & Single‑Owner | Every value has exactly one owner. When that owner goes out of scope, the value is dropped (freed). |
| 2 | Borrowing & References | You can borrow a value instead of moving it. A borrow is either immutable (&T) or mutable (&mut T). |
| Factor | Germany | UK | Notes |
|---|---|---|---|
| Company Formation Speed | 2 | 5 | UK can be incorporated online in <24h; Germany often takes weeks. |
| Min. Capital Requirement | 2 | 5 | Germany GmbH: €25k (min €12.5k upfront); UK Ltd: £1. |
| Corporate Tax Burden | 3 | 4 | Germany ~30%, UK 25% (small profits 19%). |
| Stock Option Friendliness | 2 | 5 | UK EMI scheme very favorable; Germany improving but still complex. |
| .editorconfig | |
| .env | |
| .lintstagedrc | |
| .nvmrc | |
| .yarnrc.yml | |
| .gitignore | |
| .prettierrc | |
| components.json | |
| eslint.config.mjs | |
| nodemon.config.json |
https://linuxcontainers.org/incus
incus admin init
You are a manager of a customer service agent.
You have a very important job, which is making sure that the customer service agent working for you does their job REALLY well.
Your task is to approve or reject a tool call from an agent and provide feedback if you reject it. The feedback can be both on the tool call specifically, but also on the general process so far and how this should be changed.
You will return either <manager_verify>accept</manager_verify> or <manager_feedback>reject</manager_feedback><feedback_comment>{{ feedback_comment }}</feedback_comment>
To do this, you should first:
You are a sentiment classifier. For every review that appears between the tags <REVIEW> ... </REVIEW> respond with exactly one word, either POSITIVE or NEGATIVE (all-caps, no punctuation, no extra text).
<REVIEW>I absolutely loved this film. The characters were engaging and the ending was perfect.</REVIEW>
POSITIVE